# Analyst playbook: How is machine learning reshaping equity research? Page: https://stenobird.com/podcast/ubs-global-research-pod-hub-6511142/analyst-playbook-how-is-machine-learning-reshaping-equity-research Text version: https://stenobird.com/podcast/ubs-global-research-pod-hub-6511142/analyst-playbook-how-is-machine-learning-reshaping-equity-research.md Podcast: [UBS Global Research Pod Hub](https://stenobird.com/podcast/ubs-global-research-pod-hub-6511142) Published: 2026-05-05T08:51:00+00:00 Episode link: https://www.ubs.com/content/dam/assets/ib/global/podcast/research-podcasts/analyst-playbook.mp3 Audio file: https://www.ubs.com/content/dam/assets/ib/global/podcast/research-podcasts/analyst-playbook.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/ubs-global-research-pod-hub-6511142/episodes/analyst-playbook-how-is-machine-learning-reshaping-equity-research Duration seconds: 1111 ## Resource Equity research isn’t just spreadsheets and models. Paul Schneider speaks with Tommaso Aquilante and Jamie Dorricott from UBS’s Empirical Scientific Approaches team about how parameters, prompts, and the scientific method are changing what “good analysis” really looks like - and what skills aspiring analysts should focus on, in a machine‑assisted world. *(This information is subject to a disclaimer at the end of this podcast. Please ensure that you listen to the disclaimer and go to www.ubs.com for further information about UBS). ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/ubs-global-research-pod-hub-6511142/episodes/analyst-playbook-how-is-machine-learning-reshaping-equity-research/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/ubs-global-research-pod-hub-6511142/analyst-playbook-how-is-machine-learning-reshaping-equity-research.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.